Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "116"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 116 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 225 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 218 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_28825/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 116, Node 7:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.351051 8.450165 72.185192 74.324980 21.185491 26.290308 27.521308 28.022264 0.0505 0.0533 0.0001 1.849499 1.983529
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.116102 17.428052 75.176237 78.239548 29.448351 36.185909 12.867149 11.208502 0.0509 0.0505 0.0016 1.736655 1.839733
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.317630 1.202271 2.906832 2.772069 -0.374002 0.128262 -1.537012 0.415543 0.0983 0.0953 0.0022 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.595970 23.391880 87.360184 90.279768 25.897707 31.666084 1.010610 1.877345 0.0497 0.0447 0.0041 1.986775 2.045823
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.667200 25.811247 81.210214 84.227094 27.060236 33.201910 2.632854 3.537990 0.0535 0.0488 0.0035 1.466676 1.455900
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.628883 23.810611 75.555022 78.081781 16.296947 21.094805 17.857097 16.259862 0.0504 0.0496 0.0013 1.682262 1.757948
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.359953 17.511928 91.884971 95.451099 21.406558 24.372307 14.476673 13.291950 0.0494 0.0490 0.0013 1.710726 1.813593
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 23.219955 25.093113 122.684035 127.382008 39.259050 25.128719 85.227506 49.224803 nan nan nan -0.000000 -0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.552820 21.614690 29.095190 29.665605 9.351728 10.908670 5.027864 6.038319 0.0477 0.0466 0.0021 1.363131 1.368446
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.880898 24.025454 7.667795 8.165309 9.325565 10.137272 0.784527 2.610476 0.0942 0.0933 0.0141 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.307067 29.477175 99.726219 103.086893 15.831440 17.869203 39.454482 38.350442 0.0435 0.0431 0.0023 0.000000 0.000000
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 297.707821 297.064113 inf inf 11485.363772 11467.476505 6079.963590 6078.675761 nan nan nan 0.000000 0.000000
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.056925 25.111969 32.243019 32.681450 17.705105 21.757899 0.198843 0.493558 0.0506 0.0439 0.0046 1.570074 1.496139
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.350512 19.128477 32.338539 33.504788 19.552665 22.781101 -0.253276 0.185693 0.0516 0.0451 0.0046 0.994003 0.977561
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.183137 18.991401 36.624078 38.094468 22.028923 25.999171 0.979563 1.607991 0.0474 0.0422 0.0037 1.478700 1.495060
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.725525 1.358165 0.495877 0.268170 0.138051 -0.298553 0.416527 0.881297 0.0948 0.0654 0.0057 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.687891 24.417344 29.909020 30.556700 19.927741 23.785515 0.044639 0.380632 0.0475 0.0434 0.0033 1.655279 1.615186
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.201200 18.635047 23.774208 24.537832 18.254722 21.136277 0.668841 1.072685 0.0491 0.0435 0.0041 1.864082 1.719410
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.624145 18.508910 23.668764 24.471601 14.921201 16.436980 7.241602 6.334407 0.0487 0.0473 0.0013 2.179548 2.033017
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.864797 18.400493 22.711238 23.458472 15.143703 17.171259 1.743646 2.621914 0.0485 0.0444 0.0030 1.809968 1.767435
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.241827 1.070790 0.298792 0.208830 -0.036671 -0.609048 0.198676 1.025180 0.1035 0.0944 0.0107 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.347859 21.542922 30.045805 30.604954 10.727881 10.871039 8.263772 9.062179 0.0504 0.0464 0.0026 1.601779 1.552532
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.707434 17.762338 29.715517 30.438277 18.272118 21.039785 -0.418589 -0.100596 0.0414 0.0372 0.0027 1.711393 1.689626
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 1.497506 1.497506 1.384981 1.384981 0.646299 0.646299 0.130033 0.130033 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.559308 16.839227 31.497949 32.367973 2.121310 2.133603 0.345431 0.917893 0.0479 0.0435 0.0039 1.633632 1.699161
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.951348 19.107166 60.329105 61.845747 18.743006 21.516281 1.373984 1.988060 0.0468 0.0451 0.0021 1.390110 1.392358
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.859476 11.954226 15.488443 15.937154 2.209464 2.495139 0.431530 0.690543 0.0475 0.0421 0.0043 1.576423 1.529334
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.673498 12.738082 14.771458 15.181330 2.534311 2.731242 0.719136 1.131550 0.0511 0.0445 0.0046 1.529838 1.492543
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.491693 11.465561 15.174114 15.386428 2.092053 2.611277 0.439435 0.612385 0.0467 0.0425 0.0035 1.600991 1.560417
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.541676 14.706978 16.551350 16.880382 2.328920 2.857257 0.618445 0.920697 0.0512 0.0443 0.0048 1.500411 1.481580
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.374280 19.049735 31.055876 32.326758 20.510748 22.357807 0.919727 1.423478 0.0475 0.0431 0.0033 1.587980 1.549838
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.796469 19.388491 33.507700 34.980245 18.633308 20.283341 2.006168 3.302242 0.0502 0.0441 0.0045 1.363746 1.362999
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0477 0.0419 0.0047 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0521 0.0446 0.0056 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.609859 11.519017 18.293016 18.684772 2.920768 3.793421 0.738381 1.015782 0.0489 0.0423 0.0059 1.515085 1.467628
2459550 RF_maintenance - 98.35% 98.35% 0.00% - - nan nan nan nan nan nan nan nan 0.0919 0.0780 0.0129 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.267258 17.233285 33.959309 34.749121 19.994708 22.106960 0.661534 1.058267 0.0455 0.0404 0.0039 1.715866 1.588644
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.482289 24.726926 69.242871 70.726926 1.096408 1.980215 0.920312 1.351342 0.0459 0.0415 0.0032 1.461164 1.493107
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.950312 12.689541 35.640767 36.857490 168.193336 184.611795 7.836628 8.879279 0.0484 0.0424 0.0040 1.213503 1.202996
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.362110 17.108926 15.452235 16.127206 4.220369 5.586212 0.529322 0.816381 0.0477 0.0428 0.0036 1.285230 1.283870
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.159199 13.963476 14.384888 14.805497 2.917993 6.317725 -0.034877 0.336432 0.0532 0.0469 0.0054 1.318203 1.322777
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.890908 21.226947 31.693112 32.667721 17.261444 20.268780 0.707663 1.502390 0.0435 0.0394 0.0033 1.589934 1.521598
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.010904 25.171101 40.504547 42.138155 21.737260 25.305172 0.367791 0.790401 0.0454 0.0416 0.0030 1.367836 1.368786
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.238353 12.345735 12.819880 13.158939 3.176826 4.111480 0.269680 0.410225 0.0526 0.0467 0.0056 1.817841 1.718273
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.643314 29.147562 48.602908 49.982495 40.872249 35.545758 -0.085626 0.517893 0.0451 0.0463 0.0028 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 27.463970 24.927150 43.856518 44.277997 18.866090 30.899632 1.048628 1.231069 nan nan nan 1.570787 1.571907
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.658607 25.434045 43.469585 45.500219 11.158112 23.836245 0.792295 1.581346 0.0480 0.0450 0.0041 1.254701 1.246300
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.511545 1.483583 0.339496 0.390785 -0.763678 -0.724517 0.177104 1.075247 0.1165 0.1122 0.0251 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 30.416543 32.523657 43.696246 45.437133 18.403332 15.866628 12.777606 14.807078 0.0495 0.0468 0.0002 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.877636 31.483390 41.853209 45.032112 6.629186 9.353897 0.347806 1.767841 0.0476 0.0448 0.0077 1.102071 1.089919
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 30.583712 31.118427 75.433890 77.386185 34.097939 33.611240 1.998661 2.896697 0.0459 0.0443 0.0062 0.000000 0.000000
2459501 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.679519 25.359607 49.385666 50.893810 23.543999 22.939827 1.451156 0.977609 0.0540 0.0504 0.0042 0.000000 0.000000
2459500 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.195667 29.146148 60.124026 61.629864 27.242224 27.307909 0.609411 1.080875 0.0545 0.0493 0.0040 0.000000 0.000000
2459499 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.007496 31.236287 77.320417 79.484404 27.341601 27.644078 3.396103 11.745423 0.0562 0.0530 0.0034 0.000000 0.000000
2459498 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.822048 26.619379 71.857310 73.607640 24.334173 24.460894 3.670124 4.540367 0.0537 0.0508 0.0009 0.000000 0.000000
2459497 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.930087 30.952789 80.927027 83.048010 31.549273 31.772707 2.357597 3.502696 0.0535 0.0531 0.0022 0.000000 0.000000
2459496 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.508034 32.468132 70.932037 72.297169 28.118627 28.657701 1.447290 2.235601 0.0533 0.0495 0.0015 0.000000 0.000000
2459495 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.769621 25.697529 68.937828 70.308085 24.097519 25.118067 2.118681 2.920549 0.0533 0.0483 0.0029 0.000000 0.000000
2459494 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.499098 28.201370 70.510251 72.140912 27.170904 28.230285 5.528316 6.369213 0.0519 0.0484 0.0006 0.000000 0.000000
2459492 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.748188 29.045505 49.995665 51.449988 24.784777 29.809183 4.240531 6.454470 0.0496 0.0475 -0.0025 0.000000 0.000000
2459491 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.199170 27.979941 54.224035 56.261605 34.103850 44.547882 3.848309 12.745118 0.0505 0.0482 -0.0017 0.000000 0.000000
2459490 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.805378 32.306554 56.830744 58.316189 23.206246 27.394550 3.900899 6.574909 0.0512 0.0476 -0.0007 0.000000 0.000000
2459489 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.988751 28.048717 51.544756 53.180240 23.343954 29.251144 3.626324 8.185858 0.0504 0.0484 -0.0019 0.000000 0.000000
2459488 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.255454 26.538644 43.214739 44.276068 25.626140 31.749671 5.208610 10.327339 0.0485 0.0462 -0.0022 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 116: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Power 1.308929 -0.159123 -0.666500 1.308929 -0.738604 -0.074431 -0.869981 0.009702 -0.615013

Antenna 116: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Power 2.492944 1.095391 0.532000 -0.656980 2.492944 -0.714279 0.664722 -0.913275 -0.011855

Antenna 116: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Temporal Variability 8.064483 2.539180 1.868210 2.243333 -0.281093 8.064483 1.169626 1.715349 -0.891559

Antenna 116: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Temporal Variability 12.496405 6.419744 2.436075 11.909139 4.615868 12.496405 4.416144 -3.728525 -1.176451

Antenna 116: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 2.593063 0.376980 2.304094 0.248214 2.593063 -0.029844 1.705663 -0.626155 -2.410875

Antenna 116: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 2.544548 2.082100 0.040718 2.544548 0.163242 1.673486 -0.120360 -2.248786 -0.524303

Antenna 116: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 8.527912 5.824316 2.490689 8.527912 4.139295 8.277961 4.356479 -3.266409 -1.994967

Antenna 116: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 10.962771 6.774074 3.182079 10.962771 5.518588 10.348793 5.864945 -2.459632 -1.703778

Antenna 116: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 12.095353 2.944081 7.104918 5.596075 12.095353 7.386311 9.371580 -2.432546 -3.237807

Antenna 116: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 2.999332 0.363800 2.987116 0.254310 2.999332 0.564711 1.979369 -1.257278 -2.411261

Antenna 116: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 2.475582 2.458361 0.068021 2.475582 -0.012067 1.564735 0.006261 -2.488671 -0.948844

Antenna 116: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 5.876867 0.845987 3.491760 2.250059 5.876867 2.833082 3.329456 3.527385 3.427024

Antenna 116: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 70.321328 27.103168 31.873433 68.186329 70.321328 37.685428 28.299168 15.972490 20.085016

Antenna 116: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 24.990234 11.854685 13.384221 24.146992 24.990234 3.272283 2.766912 3.694946 4.716598

Antenna 116: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 34.085205 20.068017 22.419339 32.863993 34.085205 11.020380 8.223128 3.894079 5.205995

Antenna 116: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 29.298839 16.601452 18.756177 28.043001 29.298839 8.641892 5.816524 3.982542 5.953095

Antenna 116: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 85.561425 28.914201 31.337149 83.353881 85.561425 27.774072 25.863532 4.592374 5.780747

Antenna 116: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 36.104524 20.626064 23.497428 34.762825 36.104524 7.187568 4.890274 5.738060 7.203678

Antenna 116: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 45.971371 19.523094 22.200334 44.263023 45.971371 11.149726 8.557029 6.367719 7.710297

Antenna 116: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 Not Found ee Shape 26.720926 24.930502 26.720926 5.268077 5.794869 1.909554 2.531496 3.895009 3.893506

Antenna 116: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 31.459295 22.669070 19.301046 31.459295 30.135365 5.879819 7.225206 6.915009 5.355582

Antenna 116: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Shape 14.606785 14.331441 14.606785 3.586850 4.044016 0.474917 0.543289 5.720956 7.366068

Antenna 116: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 128.134967 26.242712 28.355193 124.713116 128.134967 27.233750 25.092686 9.535021 11.729698

Antenna 116: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 15.779283 15.779283 15.460792 5.338854 5.579886 0.250008 0.522308 3.443604 3.927530

Antenna 116: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 31.468441 29.867480 31.468441 6.874316 6.693457 1.403967 2.312611 4.853195 4.456453

Antenna 116: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 99.528763 22.253118 25.960394 95.491811 99.528763 25.439089 22.811369 8.892489 12.608494

Antenna 116: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 39.949967 17.210604 16.030971 39.949967 38.523406 7.350307 8.249387 6.834737 5.360404

Antenna 116: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 14.568804 14.403593 14.568804 3.431218 2.980512 0.145528 0.667449 3.696180 2.977008

Antenna 116: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 13.270738 12.968123 13.270738 3.344899 3.043738 -0.027260 0.259699 3.535662 3.198753

Antenna 116: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 17.277778 17.100785 17.277778 4.037389 3.462068 -0.037644 0.244186 4.626978 3.460123

Antenna 116: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 76.845775 30.491663 25.184938 76.845775 73.488282 34.026501 34.900456 8.183736 5.871711

Antenna 116: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 13.281317 13.281317 12.915448 3.164270 3.467954 0.423330 0.208225 3.145652 4.069960

Antenna 116: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 9.044938 8.703230 9.044938 2.652743 2.473372 0.167728 -0.064125 5.012054 3.950267

Antenna 116: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 12.707686 12.601010 12.707686 3.488279 3.110623 1.188663 0.881274 5.584861 4.116818

Antenna 116: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 10.569889 10.250435 10.569889 2.965322 2.606934 0.077500 0.088500 2.768478 2.151409

Antenna 116: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 105.292887 33.647496 36.553996 102.822934 105.292887 22.724814 20.801459 13.582659 16.908992

Antenna 116: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 9.370031 9.370031 9.002120 3.241083 3.536916 0.087985 -0.090134 1.178535 1.564169

Antenna 116: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 10.200348 9.937190 10.200348 2.836275 2.484388 -0.140963 0.345787 3.866312 2.885247

Antenna 116: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 11.445153 11.445153 11.352879 3.522170 4.177940 0.993996 0.916721 4.394290 4.787700

Antenna 116: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 11.254413 11.254413 11.228320 2.606552 3.066161 0.713213 0.279498 3.452577 4.624532

Antenna 116: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 10.304345 10.304345 10.147544 2.513328 2.858761 0.737874 0.255489 4.052904 5.456907

Antenna 116: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 99.456947 26.321610 28.943449 96.401047 99.456947 26.907066 24.303200 12.581647 16.145224

Antenna 116: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 12.932302 12.775160 12.932302 3.541424 3.158920 0.517278 0.475156 5.029476 3.727292

Antenna 116: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Temporal Discontinuties 255.129657 27.988049 27.392166 147.439529 144.577531 92.913905 90.873449 208.792344 255.129657

Antenna 116: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Temporal Discontinuties 5.712720 2.404945 2.760759 1.208012 1.097566 1.666758 1.870912 5.712720 5.156836

Antenna 116: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 2.420052 2.128743 2.420052 1.155460 1.130571 0.211939 0.384117 1.885399 1.324037

Antenna 116: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 105.789656 24.094868 26.919688 102.287267 105.789656 26.971695 24.588642 17.682640 21.990246

Antenna 116: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Temporal Discontinuties 1.204496 -0.339981 -0.140392 0.878729 0.830037 0.438316 0.575094 1.204496 0.706275

Antenna 116: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 1.861429 1.555332 1.861429 0.915283 0.943836 -0.177780 0.150697 1.699688 1.163318

Antenna 116: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape 10.958761 10.887955 10.958761 4.924074 4.442957 -0.107546 0.151409 5.197697 3.965739

Antenna 116: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Shape 9.106267 9.106267 8.954882 6.605287 5.872311 3.705368 0.890609 3.881926 2.246529

Antenna 116: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 59.718829 22.225788 27.363952 56.887034 59.718829 8.029937 10.937027 5.169088 7.745294

Antenna 116: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 32.475285 26.273506 21.622760 32.475285 31.062240 11.368344 8.026126 5.446456 3.866839

Antenna 116: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 0.000000 -0.017071 -0.017071 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000

Antenna 116: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance ee Power -0.161366 -0.210417 -0.210417 -0.161366 -0.161366 -0.330227 -0.330227 -0.393467 -0.393467

Antenna 116: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 67.334968 31.881594 28.659908 67.334968 65.292655 18.538017 19.601516 7.439215 5.325179

Antenna 116: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 65.728883 16.099819 19.527764 62.886864 65.728883 21.597848 15.557484 21.941498 19.722189

Antenna 116: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 35.444600 14.104284 15.936375 34.008041 35.444600 8.168932 7.811585 8.929451 10.420576

Antenna 116: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 61.927746 19.962032 24.056616 58.768914 61.927746 9.785972 8.308143 6.546887 10.439336

Antenna 116: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 65.755316 20.772473 23.154656 63.049083 65.755316 16.444150 13.305992 9.265412 16.080194

Antenna 116: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 116: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 116: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 58.754983 19.092477 17.399476 58.754983 56.925758 5.678896 2.712544 8.125007 6.009302

Antenna 116: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 43.962772 22.208941 18.958637 43.962772 42.615295 9.821080 12.031822 0.878422 0.184907

Antenna 116: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 43.001349 24.391952 21.588308 43.001349 41.750757 10.120939 12.323407 1.152461 0.396987

Antenna 116: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 54.363175 21.317215 24.166138 52.424242 54.363175 7.834815 6.475594 0.471750 1.385699

Antenna 116: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 65.022594 27.215957 23.485871 65.022594 62.232323 18.527704 17.653087 6.186020 3.678615

Antenna 116: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 54.098229 22.030089 25.338600 51.900041 54.098229 24.772455 22.845394 3.120197 5.166428

Antenna 116: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 56.192043 27.666231 24.069116 56.192043 53.760151 15.106976 16.023392 4.348903 2.714138

Antenna 116: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 76.259488 27.874187 31.294959 73.617236 76.259488 29.385146 29.836481 4.760671 7.092197

Antenna 116: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 56.376236 23.493497 20.812670 56.376236 53.828882 10.137016 11.457059 1.598790 0.806777

Antenna 116: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 57.244474 30.970163 28.226908 57.244474 55.153706 35.830192 32.467373 9.566383 7.264900

Antenna 116: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 116: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Shape 11.329051 11.329051 10.674092 5.006423 4.195620 0.657668 0.774363 6.542079 3.968225

Antenna 116: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 74.944405 23.135578 25.802036 71.917394 74.944405 31.789602 31.378456 31.712790 30.126420

Antenna 116: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 58.456901 23.827768 27.205805 56.117332 58.456901 15.050669 18.090542 9.071729 12.419840

Antenna 116: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 14.441638 1.168656 1.742219 13.630444 14.441638 5.651409 5.038259 1.102126 2.636761

Antenna 116: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 113.577668 32.455960 29.068344 113.577668 109.708069 53.278566 53.466209 9.887183 7.737236

Antenna 116: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Shape 11.898714 10.927099 11.898714 3.177159 3.939840 2.244522 0.749381 4.508466 5.390090

Antenna 116: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 86.960237 28.043527 25.199379 86.960237 83.730750 27.998773 27.930177 14.993880 17.054414

Antenna 116: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 74.468201 19.869853 22.242819 70.933068 74.468201 32.103588 31.555885 7.125390 7.009556

Antenna 116: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 65.004955 25.310174 22.458012 65.004955 62.265960 32.081487 32.081842 12.263933 9.043254

Antenna 116: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 55.838147 25.447048 22.301905 55.838147 53.843104 22.136299 21.775910 12.916977 9.526065

Antenna 116: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 68.505323 29.419199 26.504998 68.505323 65.576322 29.356534 28.918263 12.247774 15.424588

Antenna 116: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 52.700114 28.248523 24.947158 52.700114 50.240810 28.437169 28.044158 10.181210 7.809686

Antenna 116: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Shape 14.065839 13.079025 14.065839 2.361893 3.056365 0.527202 0.012522 3.212807 4.772379

Antenna 116: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 55.490121 29.389175 26.212608 55.490121 53.451469 28.977743 27.999016 3.386289 2.338350

Antenna 116: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 75.407556 31.853616 35.679384 72.330621 75.407556 28.939759 29.732017 3.655473 5.307905

Antenna 116: 2459651

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 82.166090 34.272048 38.751186 79.495336 82.166090 12.667418 12.990114 18.815521 18.293496

Antenna 116: 2459650

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
116 7 RF_maintenance nn Power 68.432346 25.779231 23.635953 68.432346 65.851732 24.264803 25.334600 21.887709 21.309873